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个人简介
In addition to my clinical research in head and neck and lung cancer, I work on the application of computer science and machine learning to cancer research. I develop tools for analyzing large datasets to improve outcomes and safety of cancer treatment. I developed a machine learning prognostic model using data from around 13,000 patients with metastatic cancer which performs better than traditional models and physicians [PubMed ID 33313792]. We recently completed a prospective randomized study in thousands of patients in which the model was used to help improve advance care planning conversations.
I also work on the methods underpinning observational and predictive modeling research. My open source nnet-survival software that allows use of neural networks for survival modeling has been used by researchers internationally. In collaboration with the Stanford Research Informatics Center, I examined how electronic medical record (EMR) survival outcome data compares to gold-standard data from a cancer registry [PubMed ID 35802836]. The EMR data captured less than 50% of deaths, a finding that affects many studies being published that use EMR outcomes data.
I also work on the methods underpinning observational and predictive modeling research. My open source nnet-survival software that allows use of neural networks for survival modeling has been used by researchers internationally. In collaboration with the Stanford Research Informatics Center, I examined how electronic medical record (EMR) survival outcome data compares to gold-standard data from a cancer registry [PubMed ID 35802836]. The EMR data captured less than 50% of deaths, a finding that affects many studies being published that use EMR outcomes data.
研究兴趣
论文共 116 篇作者统计合作学者相似作者
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Mengying Shi,Eric Simiele,Bin Han,Daniel Pham, Paul Palomares, Michaela Aguirre,Michael Gensheimer,Lucas Vitzthum,Quynh-Thu Le,Murat Surucu,Nataliya Kovalchuk
Advances in radiation oncologyno. 1 (2024): 101300-101300
The Lancet. Oncologyno. 3 (2024): 366-375
Brianna Lau,Yufan F. Wu, Sunan Cui,Jie Fu, Scott Jackson,Daniel Pham,Piotr Dubrowski, Shaila Eswarappa, Lawrie Skinner,Hiroki Shirato,Hiroshi Taguchi,Michael F. Gensheimer,
Radiotherapy and Oncologypp.110317-110317, (2024)
Tona M. Gilmer, Chun-Hsiang Lai, Kexiao Guo,Katherine Deland, Kathleen A. Ashcraft, Amy E. Stewart,Yaode Wang, Jianmin Fu,Kris C. Wood, Deborah A. Smith, Jonathan T. Yang, Christopher T. Chen,
Cancer Researchno. 7_Supplement (2024)
Applied Radiation Oncology (2023)
Mengze Shi,Eric Simiele,Bin Han,Daniel Pham, Paul Palomares, M. Aguirre,Michael F. Gensheimer,Lucas K. Vitzthum,Murat Sürücü, N. Kovalchuk
International Journal of Radiation Oncology Biology Physicsno. 2 (2023): e717-e717
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Briththa Seevaratnam,Samantha Wang,Rebecca Fong, Felicia Hui,Alison Callahan, Sarah Chobot,Michael F. Gensheimer,Ron C. Li, Duy Nguyen,Kavitha Ramchandran,Nigam H. Shah,Lisa Shieh,
Journal of palliative medicineno. 1 (2023): 83-89
Danielle S. Bitterman,Michael F. Gensheimer,David Jaffray,Daniel A. Pryma,Steve B. Jiang,Olivier Morin,Jorge Barrios Ginart,Taman Upadhaya,Katherine A. Vallis, John M. Buatti,Joseph Deasy, H. Timothy Hsiao,
JCO CLINICAL CANCER INFORMATICS (2023)
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